{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 8.7. Reducing the dimensionality of a dataset with a principal component analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import sklearn\n",
    "import sklearn.decomposition as dec\n",
    "import sklearn.datasets as ds\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 4)\n"
     ]
    }
   ],
   "source": [
    "iris = ds.load_iris()\n",
    "X = iris.data\n",
    "y = iris.target\n",
    "print(X.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "podoc": {
     "output_text": "<matplotlib.figure.Figure at 0x3f76e80>"
    }
   },
   "outputs": [
    {
     "data": {
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/NyAfEfW/+100futbRWut0iVef33tuVu6dO3PvayTj4iG//3faDjj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\nY822bSxZsgRLlizB9On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vLxHr1auXkpOTvVSR77BarZo2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\nAIAh0gAAAAAAAGAE4Fhae3Uj8oEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x3f76e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(6, 3))\n",
    "ax.scatter(X[:, 0], X[:, 1], c=y,\n",
    "           s=30, cmap=plt.cm.rainbow)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_bis = dec.PCA().fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "podoc": {
     "output_text": "<matplotlib.figure.Figure at 0x7ccd8d0>"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9dj48H/3f4f2twV3TmGIc9fWOOOWm9midUBuhXrEQ8Ztzm6J7Q/l2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\n4frggw8Sbp8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CtqaARPYTjY1Q2trsWHTgQ2p9vaXxYv/2b3D/7GcQ4bBlMQUA6fUidscd\nlsUkIiIiylZsBE5E44IQwJKfR5A/PdVCXO+QecJpOk791tCtnIiIiIhGs8l6AXINi2ct9XUxr9Uq\nMl5Uy/TxiVIl2noL73a+k8WhQ9YGdDgQfvhhWLmggQQQfuABwJVdbVKJiIiI7MDCHhGNG74SiU8+\nHULBzFSKewITz9Bx8RMhODyWpUZERESUlQQEFoWm9P5g1VV4ARQZPszVyi0KSDSOpWOpCxuOoZ93\nHrQrrrAsnvbpT0O/8ELL4hERERFlMxb2iGhcyZkg8dkXg5j7peGvFaM4JE759ygu+WsIrvR1jSIi\nIiLKqCnxAkxs8/T1uks9niIFzg7PhIPDUaKUyeLi3v/aeYyiIlviRu+/H9pll6Wcu3bRRYg+8IAl\nORERERGNBhxJEdG4484FlvwsistWBTHt/DiEcuyhpOqWOO5yDVe8FsQp34hBtWKZPiIiIqJRZM6e\nXBR1O1Mu7gkJLI3MRJkZsCw3ovFMlpfDLCmxtRWnMX++bbEjDz2EyA9+AOlwDHtfqaqI3HMPIo8+\nakNmRERERNlr+N+ciIjGiImnG5h4ehg9+wX2ve5AS72Kzl0KDE3A4ZEonGWibL6BSR/T4S208x5Y\nIiIiouymSoETdhagfmoXmguG2fmgd4liOKWCs8MzUa0X25LjWBIUMbSoQXQrMZiQcEBBkeFDqRGA\nE2qm06NsIgSM44+H8txzlofuO3WhH3+85bGPFL/+esQvuwy+L38ZjtdegzCOvXSCVFXoZ5zRu6Ze\nWZmtuRERERFlIxb2iGjcy5koMfvyOGZfHs90KkRERERZSzUFFn6QhwNFUWybHEJMSXLdYgFM1PNw\ndrgauZKLFA8mCh2bXc3Y4GpCpxpJ+BwhgSq9ALVaOabohVBsnadFo4V2+eVw2lDYEwCM2bNh1tVZ\nHnuAkhKE//pXIBqF6ze/gWP1aqhbt0KEQgAA6fPBmDUL+uLF0K6/HvDws4SIiIjGLxb2iIiIiIiI\nMigGHa1qCIfUMHQYUCCQZ3pQagQQkO5Mp3cUAYGJh7w4KW8mdnrbscHVhENqOOFzValgWrwQdVoF\nKo1cCBahEpKQ2OJswaveXdCE0b8RiV4uKYA9zg7scXagVA/g7Eg1ik1/WvOl7KOffz7MykooBw9a\nFrP/Lahdcw0g0njuejzQbroJ2k03pe+YRERERKMMC3tERERERERpZkJil+MQ1rsbsU/tSljEAYAC\nw4u5Wjlma2XwZNHwzS0dqNMqUadVIiLiaFGD6BExmELCJVUUGT4Umj6oKS7r3i2i2OFsQ7MaRJsa\nQkzoEBDwmy6Umn5U6LmojheP2vaUcRh43rcdHzgPHf3AUHUUCbQ4gvhzoB6LI9MxL15uW440Cjid\niP7Xf8F31VWD1YSHTQAw5s6F9oUvWBCNiIiIiKyUPSNDIiIiIiKicaBFCeIfvu1oG2Sm24ck0KFG\n8Lp3N95x78PHotMwK16SdTPfvNKJyXqBpTFblRDe8uzBbkc7ZIJfN6RoaEEQG13NeFXuwhytDCdH\nq+AeRUNcHSae9m/GfkfXoDP0BtX3XFNIvOzbCSNiYr5WaUeaNErEL7kE2sqVcP3tb5YU96TDgfD9\n9wMulxXpEREREZGFRs+oh4iIiIiIaJSrdx3E657dMIUcuphzxGMxRccLvu3YrbVjaWQmHCnOhMtW\nJiTede/DO+59va9REjRhYK37ILY72/CJyAxM1QttztIar3p2jayolyiWdxeKDB8mGfmW5EajU+Tn\nP4eybx8c//pXSm8rKQQiv/41zNpaK9MjIiIiIouMzdEgERERERFRlvmXaz9e9e46XLAa7lV3Cexw\nteFZ32YYMC3PL9N0mFjl24K3PHuTLuodKaRoeNq/GetcjTZkZ609jg5sdDf1/mDRBMwXfTugwbAm\nGI1OOTkIrViB+FlnjeTjpfe/Ph/Cv/sd4pddZnV2RERERGQRFvaIiIiIiIhs1uBoxz+9DakFEQAk\nsMfZidc9u61IK2tISLzg3Y5dzvbDFYYResX7AbY4W6xJzAYS0pa/X7cSw1r3Acvj0iiTl4fwU08h\ncu+9kH7/h5uHOq0EAP2MM9CzZg305cttTZGIiIiIUsPCHhERERERkY1i0PGid6c1wfqm4axzN2K/\n2jXsPA4pIbQqQXQqEZipVtAstMnZjB2uNkvaUgLAau9OdIlo6oFscEDtxiE1nHIBM5GNrqas+rtS\nhigKtGuvRc+6dYh873swpkwZ9LSSTifiF12E4MqVCD3zDOSUKenMlIiIiIhGgGvsERERERER2eg9\n936EFM3yuK95d+Hy4HyIY1TCmtQebHQ14YDahU716EKXUyooMQI6mH8jAAAgAElEQVSojhfjOK0U\n7gwND0NCw+vevhlsFrWljAsTL/l24NLQPGsCWmizq7n3Hxb9rkcKKhr2OToxWS+wPjiNOrK4GNpN\nN0G78UaIxkaoa9dC2b8fMAzIQADm3LkwZs8GPJ5Mp0pEREREw8DCHhERERERkU10mNjUX8ixkgRa\n1RCa1B5UGLkDHm5VQljt3YlGR8+gIeLCxEFHNw46uvGGpwELYxNwUmwS1DQ3dlnvaoQmLF4bTgL7\nHF1oVntQZuRYGztFTergfxOr4rOwR0cRArKyEnplZaYzISIiIiILsBUnERERERGRTfY4OhBR4tYH\n7pvttfkja8lJSLzr3ofHA/W9Rb0kuzLqwsQ7nn34c6Ae7UrY4mQHZ8DERleT9YH7Xp/1dsROQRwG\nOpSIrcdoUYO2xiciIiIiosxiYY+IiIiIiMgmds/Oaj5iRp6ExKueXVjj2QNT9FX0htPuUQKH1DD+\nx78erUp6ikOtaghhOwqffRoc7ZBZtOZcVOi2tOA8UkTo9h6AiIiIiIgyiq04iYiIiIiIbNKqhmyN\nf0gJw4AJFQr+5TqAde7G3ll6Iyke9e0TVXT8JbABc2JlCClx6NJAdGoYgaiK3JAThUGnZfnbOrtM\nAmEljpDQEJBu+45DRERERESURizsERERERER2SQi7JuNBgCmkIgJA2ERwZuePb0bLZgRpgkDaz0H\nD284oi6mGgKNcQUL4xORb3pTOo6tbSn7Xod2JYKAkR2FPY90jLzwmiSf5DCfiIiIiGgsYytOIiIi\nIiKiUUwAeNm783D7TZsZqsQGTzP+GHgf/3Lth5lCq0sdpoWZDXIMYf8xkuWEisIUi6FDKTECtsYn\nIiIiIqLMYmGPiIiIiIjIJl5pXdvKRBQp0K6E0ejoQbqXkjOExD+9DXjatwlxGCOKodq94FyajjEc\nZUaOrfHLbY5PRERERESZxcIeERERERGRTUoNv63xi0wftrpaen/IRP1KAnucnXjGv3lEs+8K7Jy9\n1lfoLDDsnSE3XLO1st5/2FCIDZguTNLzrQ9MRERERERZg4U9IiIiIiIim9g9e6pcz8EBtdvWYxyT\nACCBfY4uvO3eO+zdS+1sGykAr+lAjsyO9fX6TTByUWT4bCnEztXKoWTZDEUiIiIiIrIWC3tERERE\nREQ2mawXwGva0I6zb7ZXdbwIHUrE+vjD0VdH+pd7P5rUnmHtWmIE4DEdNiTVq0ovgMiyQpeAwJmR\naZbHzTXdWBCbYHlcIiIiIiLKLizsERERERER2USFgnlaufWBBVCqB+CTrsy04ExACgx71p4DCubE\ny2xIpvc/tVqF9bEtUGXkY26s731hUUvOJeFquKBaE4yIiIiIiLKWfbdGEhERERGNYRIS+9Qu7HF2\noEUNolOJwIAJFSoKDS9KjQCm6AWoNHKzbsYQpdfC2ARsdjUjqGjWBZXAmdGpdizTlpIGRwe6RBR5\n0pP0PrWxCqxzNUIXw1+jb1ACqNBzUGFzK9RUfCw6DV1KFPucnb3FvRQ+JhZHpmGSwbX1iIiIiIjG\nAxb2iIiIiIiGQUJik7MZ/3LvR6caTfAMHUElhr3OTryH/SgyfDghNhE18RIW+MYpNxxYEqnG3/yb\nUg/WVwCar1VigpGHbpHoPZhBAtjpbMPx2sSkd8mVHpwenYJXvbtSLnD1U6XAkkh1Vp9zDii4KHwc\nnvNtxwfOQ8Pbue91UqTAWZHpmBu3YVYoERERERFlJRb2iIiIiIiS1C2i+IdvB/Y7uno3DFWEkMAh\nNYznfduxLd6KJZFq+KUrHalSlpmsF+DMyFS85t098iB977cp8QKcEZ0CAMiRbrikCk0YluRphWY1\nOOx96rQKNDg6sMfZYUlxb1F0KgpNX2pB0sABFcvCs7DV2YJXvbsQ6/87DvUa9LViXRqpRpHpT0eq\nRIeZJpQdO6DW10PZvh0iEoF0u2FOmwZj/nyYxx0HOHi5iYiIiMgu/KZFRERERJSEViWIv/o3IaLE\nD190H6r40P+4BBqcHXhcXYdLQ3NRYHrtTZay0gJtAlQoeNWzC6aQwy9gCWCmVoKzI9VQ+5ZLFxAo\nNQKHi81ZoE0NDXsfAYFl4Vl42r855d/l1Ohk1GmVKcVIJwGB4+JlmBYvwmZXMza4mtChRhI/VwJV\negHqtApM1gugZPGMRBqDOjvh+sMf4Hr4YagNDYM+zSwvh/bFL0K76irIcs4mJSIiIrIaC3tERERE\nREPoVCKHi3rA8GcT9T0/qMSwwr8Rnw3WcebeOFWrVaBCz8WLvu1oGaoAdkThz2M6sDg6HTPjxQPa\nS86IF2VVYS8m9BHt54SKi0NzsMbTgLWug72/+zCKn27TgbOi01ETLxnR8TPNDQcWaBOwQJuAkNDQ\nrAbRrURhQsIpVRSZPpQYfjihZjpVGoccK1fCe+utUNrahnyu0tQEzw9/CPcvfoHof/4ntC99CRAs\nQhMRERFZhYU9IiIiIqJjMCHxgnf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JCbukOQCgZVi4cKHG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\nSADBHgAAAAAAACTA/wAYdM/QyDyddwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ccd8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(6, 3))\n",
    "ax.scatter(X_bis[:, 0], X_bis[:, 1], c=y,\n",
    "           s=30, cmap=plt.cm.rainbow)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "podoc": {
     "output_text": "<matplotlib.figure.Figure at 0x735b9b0>"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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lUZL6IqAra8ZsZXk+xwFYcf75cFRhxYXDWTNlyVfwsbXzQjfxc/1oiIiIiIiIiIqGE5YijCp/Fb\nsdFyFBVize3KTvXriH+veAZPexYhc89HOPHkw3DdeSdcd98Nx1NPoXj7dpTk56Piyy+hdO36237S\nunUw/ec/ep9K2Ewff8zZmPUIr/ZqbOvWrXA6fYsIQ4cODStudfuviWCP53Xr1vkdD+fcTCYTBg4c\n6DO+ceNGeL3eqORU3f45OTk4duxYWHEpfCe3Sji1zYC60P5VS2lD/beRvViv29y47BF9CpmAiuPr\nDPh6sh1e347ZgUdRgHXPVM2a1K4YrXgFbHjBolk8IiIiIiIiIiKiWLfVdAwL7btRJrqD3vdotxS8\n/7ffYf2rD8D53HNw33cf0KaN323N77wTbqoRIZSWwvjll9FOgzTCIqbGtm/f7ne8T58+YcXt27ev\n3/EdO3aEFTcY/s6tefPmaN68eVhx/Z2b0+nEvn37QspJkiT07NlT85yAyD7f5N/ez4xnf2o4MzHj\n0xSkDau9qF/lslkujJxdAeNvrWW1KvhWtm49ts6ADc+H3rr16M8SzhyUNMzrnIPfGFB2ouH8bRAR\nERERERERUcO13XQcq6zht3f9yXoIu4wnq31cyMuD4Ztvwj5OpBhWrYp2CqQRFjE1tnv3br/jXbp0\nCStu+/btYTKZfMb37NkTVtxAybLst6gY7nnVFCOQc/P3fLdu3RpWay19N3XMifR1cku4ayjWPb3u\ncEEM8rR7TvVgytpStB3tgbYF38pYm181Iy8rtI+QXxZovZ7pOaos4OASY+0bEhERERERERER1WH5\nYhl+toRfwKyywnoQBaLv0m1AZStZIYDOibFC2rYt2imQRljE1FhOTo7PmNVqRWpqalhxJUlC69at\nAzqeHo4dOwa323c6evv27cOOXV2M2s5NlmW/a4JGMyfSlyIDBbsbVhGzcRcZfe8OvhUEACS2VTE2\nswJGu/YzHlVFwKZXQ5uNeWqbvr9DveMTERERERERERFFkwIVy2z7oQjaXfdTBBXfW/dD8dM9Taqm\nA2WsEo8ciXYKpBFDtBOob44ePeoz1qxZMwhC+DOOmjdvjgMHDlwwlpubC0VRIIr61qP9nRcAtGjR\nIuzY1bWj/fXXX2vc7/jx437XzdQip5SUFEiSBFm+cB3C2nLSgqqqPselSq4SAbKr4bQKFQwqfv9a\nGWDwItQbnfbMM8NTrs9zdnCJEWeOliGuReBfllQFKNyr7/tV/i4xoDV1SRv+3q/4HkZUPb5miILD\n1wxR8Pi6IQoOXzNEwePrJvoOmU6jQCqvXK1Jq0t/KpBnKMMhoQBtPUkXPGSpY5N7BK8XXo8H0KAu\nowU9XjOSJGlSd4p1LGJqrKCgwGesWbNmmsT2F8fj8aC4uBhJSUl+9tCOv/OqLqdgVRcjPz8/ajmJ\noojk5GScOnUqqJy04HA4cOzYMd2PU1cU77OiYEMiivfaUHbEEu10IkdU0ecfh+BoXITDYXSF2P1V\nR+1yuojiFbD182KkXV0Y8D6yU4DiaaJbTgBQccaLw+E8aRS2SNzwQVSf8DVDFBy+ZoiCx9cNUXD4\nmiEKHl83kbWxc1HlD9qvIoWNymGoh89c8FD7khKE1pMtOmSzGYdjvPAa7mumZcuWsNlsGmUTu1jE\n1JDb7UZ5uW/P6ISEBE3iVxenqKhI9yJmUVGR33Etzs1sNsNsNsPlcl0wfubMmWr20D+nqjgXFzFr\ny4m0oarAieVJOPBRC5QeqP9vxOdU3jpliPei9xM5aD4s/L+34mx9n7/ivfagiphCJD51RO3b5xIR\nEREREREREcUCj6igMD605acCUZDohiyokNRzFVLFatXteHpwdugQ7RRIIyxiaqisrMzvuN1u1yR+\nXFyc3/HS0lJN4tekumNoeW4XFzFrO69I5HSx6n7HpA1VBnK/bYzs19PgPm2MdjoRcn7PBwEpQ8+g\n5yNHYGnqCTuyp1SCq8AUdpyalB4K7guMaFBhbuyBS8ffr7W5fl/iiIiIiIiIiIiIoqnE5tV2BuZF\nVAEosXmQVH7uuqKjjhUFy7t1i3YKpBEWMTXkdvu/cG4yaVNEMBr9X/Sv7rha8nj8F1T0PLfazisa\nOV1caCXtFG6JR9bf28J5si41JtCCAHNjD5oNO4PW1+YhsYtDs8iyU9+1J0M9RkK3cuSvaaRDNpUS\nu1boFpuIiIiIiIiIiCiayqzeiBzj/CJmXSkKVk0XOZOREe1USCMsYmqouqKaJEmaxDcY/P+6qjuu\nlqJxbrWdVyzmpAWr1Yp27drpfpxYocjAmids2P5O3WpJEC5bioLL3yxD464y7M0VCIIIoLmmx3DE\n67+wsy3eFPTf6+nfG5G/RqeEAHQfY0ebBvQaCobiBY58b0TO9ybkbTegaL8E2QlIZiCxvYyUPl60\nHu5B+7FuSAHeDyLLsk8P/9atW2v2XkxU3/A1QxQcvmaIgsfXDVFw+JohCh5fN9GjQsVh+yEA+nZn\nTGzaGO3iW5wbaNUKyt/+BjEvT9fjhksAILdrhyY33IAmov4TPAKlx2umobzeWMTUkFjNi0JRFE3i\nVxenuuNqSe9zU1XfNexqO69YzEkLgiBUW7CubxQZ+P5eK/Z9oW/L01jUcogX7UepAMSz/2kvLgUw\nJahwl+hXzGzUTg3677XHFBkbnlWheLXPK76VgnajVIhSw3gNBUpVgO0fmLDlNTNKc33/3rwOoHC3\nAYW7Ddg7xwJbioI+d7vR/z4XpBA6/0qS1GDex4i0wNcMUXD4miEKHl83RMHha4YoeHzd6K9EcOIH\n6wH8ajyj+7EMouHC36fBAPfUqbC8+KLuxw5V1SxM11/+AoNG3Rr1xNdMYGKnFF0PVNfGVJZlTeJX\nF0er9qk10fvcvF7fKfC1nVcs5kTBWfeM+WwB07dgXN+lZWjzd1oTQQRSeul7nJQ+wce3N1PR+Rqt\nZzVX/g31vtMFsWHchBSwM4dFfDHWjpUPWf0WMP2pyBOx9kkL5v4+DgW7+VWBiIiIiIiIiCiajhiK\n8Gn8tsoCZgQupSYqFp8x9513QklK0v/gIRIAeEaNgufGG6OdCmmIVyY1ZDb7X8vP4dBmjbuKCv/r\nvFksvm8oWtP73PzFqe28ovF8R+K5bihObJKw+dWq36H+bU9jiSleRdfr9F/LFgBaD9erR37lt6XW\nw0KLP/RJJ8yNtJk1XUlAcrqMvndH5nmtK/J3ipg3yo7j6wwI/huuivydEuZdEYdj61gZJiIiIiIi\nIiKKhhxDEb627YFHODuZIAKXUlPkOJ8xtWlTOM/OxIzFKSlK69ZwvP46IDSsa831HYuYGkpISPA7\n/be0VJv+1GVlZX7HGzVqpEn8mlR3DD3PrbbzisWcKDCqCqz4ixWq0jA/UJI6yzD6fg/QRfoUN0SD\nHl8rBLQc5EWTbqEVIu3NVfz+Zadm2UgWFaPfqgh4HceGoORXAV9NssNRUPVRH+zrrXJ7T5mAhdfb\nUbCHXxmIiIiIiIiIiCKpRHDif7ZsKELkyoZNZBtsqv/1hTzXXgvXbbdBQGwUMqtyUNq0QdnXX0Nt\n3jyq+ZD2eEVSY/6KXKdPn9YkdmFhod/xpAhM4W7cuLHfcS3OraioyO86lrWdl545VRcnEs91Q3Bi\no4S87RJi46Mu8k5tMSDrnchU2+zNVXS5Tp/WrX1nusKK0uUaD4Y+Ff7MadGkYtzHFUjpreXMzrpN\nVYDv77WdV8AMj6dMwNK7bZC1/lMiIiIiIiIiIiK/VKhYbj1wbgZmhPR011AIFAQ4X3oJ7qlTQ5oQ\nql70/3AJAJQmTVC2fDnUtm01ikqxhEVMjbVo0cJnLC8vT5PY/uIkJSXBarVqEr8m/s4L0ObcTp06\n5Xc8NTU1ajlVVFT4ndFZW04UmF3/qSrgNcyZmACw+u8WnN4XmbfgoU87YU3WtnVrx/EedBgbfqva\n/ve5MerNChjtoX2FsbdQMGl+OdpdoVfb3Lpp96dGHP05lBay1VGRv0PCltf9t/EmIiIiIiIiIiJt\nHTEU4WiE1sCsYlEM6OpOqXkjSYLj1VdR8eabUBMSAopbdQrCRf8PlwpALCyEtGaNRhEp1rCIqbHW\nrVv7jOXn51e7nmUwfv31V5+xNm3ahB03ENUd58iRI2HH9ndeNR2zSmJiIhITE2MqJwrMiQ1cX092\nCfjhAf1vQAAAW7KKUa87AI3aTpjiFQx/0aFZe/n0mzyYsqYUbUZ6EOhXGEFSkT7FjZvXlSItI7J3\no8U6VcV5xUatvhJWxsl6xwSZy44SEREREREREeluh+lE5Q+RmAdy9rLhcGcHmOG7ZJ4PQYDnpptQ\nun49XDNm1FrMFAAoLVuGn6efuABg/uADzWNTbGARU2OdOnXyGVNVFQcPHgwrbnFxMQoKCnzGO3bs\nGFbcQCUkJCAlxfcOjAMHDoQdu7rnJpBz8/d8h/tch5sT1cxVAhQdYBETUHFsnQGnsiLzNtz+Sm9l\nIVODW7fcpSJWP26BouHkx8S2KiZ9WYGb15Wi93QXkjrJPkVX0aCiaS8Zl/7Vidt3lGLUGw5YuEyt\nj9yfJRTt16ddc0WeiANL/K+JQERERERERERE2nAKHhw2FEXmYCoAAejsTkZnT3Jwu6amwvnssyjZ\nuxfln34K51/+As+YMfAOHgxvRgbcN9wAx/PPo/Snn6DqtFSbCsCwejWEo0d1iU/RFUBJnYLRq1cv\nv+O7du1Cz549Q467Y8eOoI6nh169emH58uUXjO3btw8ejwdGY+gXtcM5t169emHz5s0XjJ05cwZH\njx5FWlpaVHKimlXk8d6JSpX3Ce3MNKPZ7PDXhQxE+hQPjv5sQPbn4a7HqSL7cxMMNhWXv+rUJLcq\nTbopGPFiZUx3KVCcI0L2CDBaVSS2U2CwaHq4eunIiqqPdn1u0/v1RwO6XMPFMYmIiIiIiIiI9HJK\nKovcSlwC0MaThFGOzhBCPKhQXg7xxAmIubkQjx6FcOYMIAhAWRlUiwWSxQJx926NEz977LP/l7Zu\nhTeMmgDFJlYTNNavXz+/45s2bQorbnX7V3c8Pfg7ltvtxvbt28OK6+/cWrdujeTk2u/6iOTzbbFY\n0L1797DiEqBquTRjPZDzfeRmpZ7YJGHffC1m0QkAVOz6txkHFut3L4wpHmjaU0HzfjKadGMBM1B5\nWfr+TZ3SOT4RERERERERUUOXL5ZH7Fh9XC0wvqIbDCGUi8RDh2CdNg3x6emw/vWvMM2dC2n3bojH\njkHMzYVh61aYMzNhu/9+CKq+i3tKO3fqGp+ig0VMjbVt29bvuokrVqwIK66//W02GwYOHBhW3GBk\nZGT4HQ/n3I4ePeq3Je3w4cMD2n/YsGGa5+R0OrF+/Xqf8csuuwwWC6so4TInRHAl6jqg7LiEA0v0\nnxSveIFlM61QFW3XSPzxQStcxRqFJE3o3a75zEF+dSAiIiIiIiIi0pNT1L8LVrxixrVlPTHM2QFS\nsKUiRYHp7bcRN2QITPPnQ/BEv2uXcPp0tFMgHfBKpA5GjRrlM3b48OGQZyzm5+dj7dq1PuPDhg2D\nyRRuW8jAXXrppUhMTPQZX7hwYcgxq9vX33PoT1paGrp27eoz/s0338AT4hvn0qVLUVFREXJOVDOW\nMH19O82GvO3avR2XHhOwd64RKx+2YNEfbVhwrQ2fj7Gj6Bfti1sV+SL2zo3c+xDVTnbrHN+lb3wi\nIiIiIiIiogZP1b+X7BBnG7SSfa/310qWYb3vPlgfeQSCIzLLZAVEiFT/XYokFjF1cN111/kdz8zM\nDCnexx9/DFmWfcavv/76kOKFymg0YsKECT7ju3fvxsaNG4OOp6oqPv74Y5/xhIQEjB49OuA4/p7v\n06dPY9GiRUHnBPj/PYmiiGuuuSakeHShgt1sRXkx2Slg6QxbQMUnVQWKcwTsX2TAtrdN2PqGCbv+\nY8SpbRKOrJDw9Q02fNQzHkvvtiHrHTMOLzXiyA9GnNys32zP7R+aoHM3CAqC3m13DVZ94xMRERER\nERERNXR2VYsloWo5hhLaxATLQw/BNGdOzE1WUQNYno7qHhYxdXDppZf6nR342Wef4ciRI0HFKi4u\nxjvvvOMz3rRpU1x11VUh5xiqqVOn+h1/7rnngo41f/58v61kJ0+eDLPZHHCcG2+8EUaj75v6Sy+9\n5E7IrQgAACAASURBVLf4W5P169dj5cqVPuOjR49GixYtgopF/rlLeEeMLxWFeyRsea36v/uy4wLW\nPWvGh+nxyOyTgG+m2vHTI1b8/JgVy//Phs9GxGHBpDgc+taoYcvYwHIv+kVCaS5/r7EiqXNw73tB\nx++kb3wiIiIiIiIiooYuRY7T/RhNQziGYfFimD/8ECqqFpuKHXLv3tFOgXTAIqYOBEHAfffd5zPu\ncrnwwAMPQA1iytJjjz2GgoICn/G77rorqPUZZ8yYgUaNGvn8N2fOnIBjAED//v0xZMgQn/Eff/wR\n8+bNCzhOQUEB/va3v/mMGwwGzJw5M6icUlNT/c7GzM7OxssvvxxwHIfDgQcffNDvYw888EBQOVH1\nBDHW7tGJBZUf+VvfNiF7vgEb/2XGun+aselVEw4sNmD1k2Z81CceG563oOx4rL1tV+ael8UZtrGi\nWR99i4wpOscnIiIiIiIiImromspxEHVsKdtYtsKMIDu3nTkD65//DCD2CpiqIEDu3z/aaZAOYu1q\neL0xefJkpKen+4yvWLECDz30UECFzNmzZ+OTTz7xGU9NTcWMGTM0yTMUTz75JAQ//aX/9Kc/YdWq\nVbXuX1JSghtuuAEnT570eWz69Olo06ZN0Dk9+uijsFp9exw+++yzmD9/fq37u91uTJs2DXv27PF5\nbOzYsbjsssuCzon8i2vJImZ1nIUivptmx9qnLNjwggVr/m7Fkpvt2PyyBYo71r4aXKjoAIuYsaLt\naO/Zn/R5rbUd5a19IyIiIiIiIiIiCpkJEjp59GuP2t3dLOh9TP/9L8S8PB2yCZ931CiozYI/J4p9\nLGLqRJIkvPrqqzAYfO9meP/993Hdddfh4MGDfvc9ceIE7rzzTjzxxBN+H3/hhRdgt9s1zTcY/fv3\nx7Rp03zGKyoqcO211+Jf//oXHNUs6Lty5UqMGDECmzZt8nksLS0NDz/8cEg5paWl4dFHH/UZVxQF\n06dPx6OPPoozZ8743Xfbtm0YM2YMvvnmG5/HEhIS8Oyzz4aUE/nXNF0GOBszSLH/fHmd0c6AqrQY\nIKNpTxl63RNXuJcFayIiIiIiIiIivfV2n13eTONLgwZVRHdPkAU/VYXpo4+0TUQDVU+N20+9guqH\nIOcLUzAGDBiAJ554wm/b1B9++AGXXHIJBg4ciL59+6JRo0YoLS3Fzp07sXbtWni9/me6zJgxA+PG\njdM79Vo9/fTT2Lx5M7Zt23bBuNvtxlNPPYXZs2dj2LBh6NSpEwwGA06ePIm1a9f6XQMTACwWCzIz\nM5GYmBhyTvfeey/WrFmD77777oJxVVXx1ltvITMzExkZGejatSssFgsKCwuxYcMG7Ny50288QRDw\n5ptvonXr1iHnRL4MViA+VeUaikGJ/efKEHh366CpKpC7SsKhb43Iy5JQmC3C4xAgGYGENgqa9ZWR\nluFFx/EeXfOoKwQBuORPLnx7uw3QYYWCdc+Y0WqwFy0Hs60sEREREREREZFeWsgJ6OpuimxTvjYB\nz14mGuRsA6tqDGpX8dAhSAcOxNxamAIAzxVXwDtqVLRTIZ2wiKmz++67DwUFBZg9e7bPY6qqYsOG\nDdiwYUNAsf7whz/gmWee0TrFkJjNZsyfPx/jxo3D3r17fR4vKSnB4sWLA4plMpnw73//G5dccklY\nOQmCgMzMTFx//fVYvXq1z+MOhwNLly7F0qVLA4r18ssvY/z48WHlRP61GurB3s/M0U6DNJTUUfuC\nlqoC++YbsfElM07v8539JzuBgl0SCnZJ2P2JCdYmCnpPd+OSB1wNvpjZeZIH++Z7cOh/wX0hDYgq\n4Pt7rZiypgwG3y7eRERERERERESkkWHO9jhqKEa56A4/mAC08Majjzs16F2lrKyqEDFFTUyE45VX\nKu/qp3qJ7WQj4B//+Af+9a9/wWwOrWgjSRJmzZqFd999F6IYO7+yJk2a4LvvvsOYMWNCjpGamool\nS5aEFeN8VqsVX331FW655ZaQYyQmJmLOnDm47bbbNMmJfHUY74l2CqSZyqYNKX20LWKW5wlYfIMN\n3023nS1g1t43w1EoYv1zFvx3WBxObWvYLU8FARj5qgP25oou8c8ckpD9hQ4FUiIiIiIiIiIi+o1F\nNWJCeXeY1TCudZ29rJYkWzGuohvEEEqR4r59oR9fJ6rVivLPPoOaGnxRluqO2KmI1XN33HEH1q1b\nh/HjxwdViBw+fDh+/PFHPPLIIxBi8G6CxMREzJ07F5mZmejcuXPA+8XFxeG+++7D+vXrMXDgQE1z\nMplMeO2117Bw4UL069cvqP1uvvlmbNq0CVdddZWmOdFF1Nj7W6ZQCWjcRUZ8K+2a8xcfETBvVBwO\nfWfEueJl4H8zp/dJ+PxKO3KWB95swOsEsucb8cOfLPhshB3vdYrHO+3i8WGPeCz6ow3rnjWjYE/d\n+si0p6hoOUS/Gwa2v2+GGvvLtRIRERERERER1WlNlThcW9YLCUqIne3OzsC8trwnbKoptBBOZ2jH\n1ljVpSglJQXlCxdCHjw4qvmQ/thONoLat2+PTz75BEeOHMHixYuxZs0a7Nu3D3l5eXA4HLBYLGjc\nuDG6dOmCQYMGYezYsejatasmx3777bfx9ttvaxLLn0mTJmHixIlYtWoVli1bhi1btuDQoUMoLi6G\n1+uF3W5Hy5Yt0aNHD4wYMQJXXXVVWOtfBmL48OEYPnw4tmzZgm+//RYbN27EgQMHUFRUBLfbDbvd\njhYtWqBbt27IyMjAuHHjkJKSomtOVKn8ZN0qBlHNet3h1qxjg+O0gK8m2lFypOpvJLTAslPA4ik2\nXPt1OVIHVj9L1FMObHrFjB0fmeA87ft36SwCSnNFHF5qxIbnLWg5yIvLHnYibVjsrwepqsDRn/Sa\nLakif6eEkiMC7K10OgQREREREREREQEAmip23FTaD2ssOdhhOnHuklkti1RKqohBztbo624Z0gzM\nKqoptOKn1gQA7j/8Ac7nn4ealBTtdCgCWMSMgjZt2uDee+/FvffeG+1UNCUIAjIyMpCRkRHtVC7Q\nv39/9O/fP9pp0HlUb7QzIK3YminoNlmDnvxnrZxlQfFhbVrByk4BS++yYsrqMhjtvo8fXy9h6Qxr\nEMdTcWydAV9OiEPP213IeMrpN26sKM0V4CgQUeu32ZBUxjuVJaF9K7aHJiIiIiIiIiLSmwkSRjg7\noK87FbtMJ5FtzK92rcxGshXp7mbo7mkGmxr+Te5Khw5hx6iN3KoVpNxcv4+piYlwX3cd3LffDiU9\nXfdcKHawiElEEWeMYw/Kuq+yMDbyFQfMCdVsoQAnNko4uVlC3g4JjkIBEABbExVNe8toMUBG80vk\n32ZxHl5mwL4vTNCy6FZ8WML65ywY+tSFLS9+WWjAd9NsULzBHOfctjs/MiN/h4SJ88thaaRJqpor\n3FtVnNWvfXPhHgntx+kWnoiIiIiIiIiILtJIseJ3znYY4myLMsGNfKkMLsELAQKsqhEpchysGhQu\nzyf36aNpvIupZjPKtm2DUFwMKSsLwsmTgKJATUyE0rMnlLZtgSCW6aP6g0VMIoq45O5KtFOgsFQW\nGXve7kKHq3yn1Xodw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      "text/plain": [
       "<matplotlib.figure.Figure at 0x735b9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_ter = dec.KernelPCA(kernel='rbf').fit_transform(X)\n",
    "fig, ax = plt.subplots(1, 1, figsize=(6, 3))\n",
    "ax.scatter(X_ter[:, 0], X_ter[:, 1], c=y, s=30,\n",
    "           cmap=plt.cm.rainbow)"
   ]
  }
 ],
 "metadata": {},
 "nbformat": 4,
 "nbformat_minor": 2
}
